High Performance Outdoor Navigation from Overhead Data using Imitation Learning.

作者: David Silver , James Bagnell , Anthony Stentz

DOI: 10.15607/RSS.2008.IV.034

关键词: Imitation learningComputer scienceMachine learningOverhead (computing)Generalization errorActive learning (machine learning)Computer engineeringArtificial intelligence

摘要:

参考文章(10)
Claude Sammut, Scott Hurst, Dana Kedzier, Donald Michie, Learning to fly international conference on machine learning. pp. 385- 393 ,(1992) , 10.1016/B978-1-55860-247-2.50055-3
Pieter Abbeel, Andrew Y. Ng, Apprenticeship learning via inverse reinforcement learning Twenty-first international conference on Machine learning - ICML '04. pp. 1- 8 ,(2004) , 10.1145/1015330.1015430
Dave Ferguson, Anthony Stentz, Using interpolation to improve path planning: The Field D* algorithm Journal of Field Robotics. ,vol. 23, pp. 79- 101 ,(2006) , 10.1002/ROB.20109
John C. Cross, Learning to search Journal of Economic Behavior and Organization. ,vol. 1, pp. 197- 221 ,(1980) , 10.1016/0167-2681(80)90001-3
Peter L. Bartlett, Marcus R. Frean, Llew Mason, Jonathan Baxter, Boosting Algorithms as Gradient Descent neural information processing systems. ,vol. 12, pp. 512- 518 ,(1999)
N. Vandapel, R.R. Donamukkala, M. Hebert, Quality assessment of traversability maps from aerial LIDAR data for an unmanned ground vehicle intelligent robots and systems. ,vol. 1, pp. 305- 310 ,(2003) , 10.1109/IROS.2003.1250645
Joel Chestnutt, J. A. Bagnell, David M. Bradley, Nathan D. Ratliff, Boosting Structured Prediction for Imitation Learning neural information processing systems. pp. 1153- 1160 ,(2006) , 10.1184/R1/6552212.V1
David Silver, Boris Sofman, Nicolas Vandapel, J. Bagnell, Anthony Stentz, Experimental Analysis of Overhead Data Processing To Support Long Range Navigation intelligent robots and systems. pp. 2443- 2450 ,(2006) , 10.1109/IROS.2006.281686
Dean A. Pomerleau, ALVINN: An Autonomous Land Vehicle in a Neural Network neural information processing systems. ,vol. 1, pp. 305- 313 ,(1988) , 10.1184/R1/6603146.V1
Nathan D. Ratliff, J. Andrew Bagnell, Martin A. Zinkevich, Maximum margin planning Proceedings of the 23rd international conference on Machine learning - ICML '06. ,vol. 3, pp. 729- 736 ,(2006) , 10.1145/1143844.1143936